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Introducing PorTAL: Portable Task Adapters for LLMs. A novel recipe to cheaply port fine-tuning between models. It matches per task LoRA accuracy at half the cost, lowering the switching overhead of adapting tasks across LLMs. At Ramp, every new model release used to mean retrai…↗

·@RampLabs·Jul 3, 2026·tool·fine-tuning·llm·lora·portal

Introducing Ideogram 4.0: the best open image model in the world. Think it. Make it. Own it. Download the weights, fine-tune on your own data, and run it on your hardware. Live on every Ideogram plan and the API today.↗

Excited to launch Gemma 4: the best open models in the world for their respective sizes. Available in 4 sizes that can be fine-tuned for your specific task: 31B dense for great raw performance, 26B MoE for low latency, and effective 2B & 4B for edge device use - happy building!↗

LLM Fine tuning is here! San Francisco’s top AI engineers came together to see what’s possible with fine-turning and only 4 hours of hacking. Here’s an exclusive what we saw at the “Anything But Wrappers” hackathon (🧵):↗

·@AlexReibman·Aug 27, 2023·essay·ai·fine-tuning·hackathon·llm